diff --git a/.python-version b/.python-version
new file mode 100644
index 00000000..e4fba218
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/README.md b/README.md
index 12adf196..83c2cfa1 100644
--- a/README.md
+++ b/README.md
@@ -2,9 +2,5 @@
 
 
 ```shell
-docker build -t nillion/nilai:latest -f docker/Dockerfile .
-```
-
-```shell
-docker run -it -p 12345:12345 -v hugging_face_models:/root/.cache/huggingface nillion/nilai:latest
+docker compose up --build web
 ```
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 00000000..03b1fed8
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,13 @@
+
+services:
+  web:
+    build: 
+      context: .
+      dockerfile: docker/Dockerfile
+    ports:
+      - "12345:12345"
+    volumes:
+      - hugging_face_models:/root/.cache/huggingface
+  
+volumes:
+  hugging_face_models:
\ No newline at end of file
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 8970c332..49f951e3 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -4,10 +4,10 @@ COPY . /app
 
 WORKDIR /app
 
-RUN pip install poetry
-RUN poetry install 
+RUN pip install uv
+RUN uv sync
 
 EXPOSE 12345
 
-ENTRYPOINT ["poetry", "run", "fastapi", "run", "nilai/server.py"]
+ENTRYPOINT ["uv", "run", "fastapi", "run", "nilai/server.py"]
 CMD ["--host", "0.0.0.0", "--port", "12345"]
\ No newline at end of file
diff --git a/nilai/server.py b/nilai/server.py
index 6c306e8a..a3a42866 100644
--- a/nilai/server.py
+++ b/nilai/server.py
@@ -86,7 +86,7 @@ async def get_models() -> dict[str, list[Model]]:
 
 # Chat Completion Endpoint
 @app.post("/v1/chat/completions", tags=["Chat"])
-async def chat_completion(
+def chat_completion(
     req: ChatRequest = Body(
         ChatRequest(
             model=state.models[0].name,
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 5d7d2ecc..00000000
--- a/poetry.lock
+++ /dev/null
@@ -1,2509 +0,0 @@
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-
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-]
-
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-examples = []
-linter = ["black", "isort"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = "^3.12"
-content-hash = "6414a3262d8ef18afae41f80eae8880323c33616df1a7c06b9d5dd35ae284b07"
diff --git a/pyproject.toml b/pyproject.toml
index 7faddd25..f2dce978 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,35 +1,34 @@
-[tool.poetry]
+[project]
 name = "nilai"
 version = "0.1.0"
 description = ""
-authors = ["José Cabrero-Holgueras <jose.cabrero@nillion.com>"]
+authors = [
+    { name = "José Cabrero-Holgueras", email = "jose.cabrero@nillion.com" }
+]
 readme = "README.md"
-
-[tool.poetry.dependencies]
-python = "^3.12"
-fastapi = {extras = ["standard"], version = "^0.115.5"}
-cryptography = "^43.0.3"
-uvicorn = "^0.32.1"
-transformers = "^4.46.3"
-black = {version="24.8.0", optional=true}
-isort = {version="^5.13.2", optional=true}
-torch = "^2.5.1"
-accelerate = "^1.1.1"
-python-dotenv = "^1.0.1"
-
-[tool.poetry.group.dev.dependencies]
-pytest = "^8.2.0"
-pylint = "^3.2.3"
-mypy = "^1.11.2"
+requires-python = ">=3.12"
+dependencies = [
+    "accelerate>=1.1.1",
+    "cryptography>=43.0.3",
+    "fastapi[standard]>=0.115.5",
+    "gunicorn>=23.0.0",
+    "python-dotenv>=1.0.1",
+    "torch>=2.5.1",
+    "transformers>=4.46.3",
+    "uvicorn>=0.32.1",
+]
+
+[dependency-groups]
+dev = [
+    "black>=24.10.0",
+    "isort>=5.13.2",
+    "ruff>=0.8.0",
+    "uvicorn>=0.32.1",
+]
 
 [build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
-
-[tool.poetry.extras]
-linter = ["black", "isort"]
-examples = ["scikit-learn"]
-
-
-
+requires = ["setuptools>=42", "wheel"]
+build-backend = "setuptools.build_meta"
 
+[tool.setuptools.packages]
+find = { include = ["nilai"] }
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 00000000..757fb79f
--- /dev/null
+++ b/uv.lock
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